Improving Protein Expression Prediction Using Extra Features and Ensemble Averaging.

The article focus is the improvement of machine learning models capable of predicting protein expression levels based on their codon encoding. Support vector regression (SVR) and partial least squares (PLS) were used to create the models. SVR yields predictions that surpass those of PLS. It is shown...

Full description

Bibliographic Details
Main Authors: Armando Fernandes, Susana Vinga
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2016-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4775025?pdf=render